gx

chenyc

2025-02-12 ea42ff3ebee1eeb3fb29423aa848a249441db81c

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/**
 * @license
 * Copyright 2019 Google LLC. All Rights Reserved.
 * Licensed under the Apache License, Version 2.0 (the "License");
 * you may not use this file except in compliance with the License.
 * You may obtain a copy of the License at
 *
 * http://www.apache.org/licenses/LICENSE-2.0
 *
 * Unless required by applicable law or agreed to in writing, software
 * distributed under the License is distributed on an "AS IS" BASIS,
 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 * See the License for the specific language governing permissions and
 * limitations under the License.
 * =============================================================================
 */
import { mul } from '../mul';
import { op } from '../operation';
import { enclosingPowerOfTwo } from '../signal_ops_util';
import { rfft } from '../spectral/rfft';
import { frame } from './frame';
import { hannWindow } from './hann_window';
/**
 * Computes the Short-time Fourier Transform of signals
 * See: https://en.wikipedia.org/wiki/Short-time_Fourier_transform
 *
 * ```js
 * const input = tf.tensor1d([1, 1, 1, 1, 1])
 * tf.signal.stft(input, 3, 1).print();
 * ```
 * @param signal 1-dimensional real value tensor.
 * @param frameLength The window length of samples.
 * @param frameStep The number of samples to step.
 * @param fftLength The size of the FFT to apply.
 * @param windowFn A callable that takes a window length and returns 1-d tensor.
 *
 * @doc {heading: 'Operations', subheading: 'Signal', namespace: 'signal'}
 */
function stft_(signal, frameLength, frameStep, fftLength, windowFn = hannWindow) {
    if (fftLength == null) {
        fftLength = enclosingPowerOfTwo(frameLength);
    }
    const framedSignal = frame(signal, frameLength, frameStep);
    const windowedSignal = mul(framedSignal, windowFn(frameLength));
    return rfft(windowedSignal, fftLength);
}
export const stft = /* @__PURE__ */ op({ stft_ });
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